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The operating system for autonomous multi-agent systems.

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Division Swarm, the OS for Multi-Agent Systems

by vn0m·Jun 3, 2026·3 points·0 comments

AI Analysis

●●SolidBig BrainBold Bet

LLMs never run the system—deterministic code controls transitions via CEL expressions.

Strengths
  • Deterministic control loop prevents hallucinating router decisions
  • Work modeled as durable state machines with crash recovery
  • Transaction-based transitions ensure no partial state on failures
Weaknesses
  • Agent orchestration space already crowded with LangGraph, AutoGen, CrewAI
  • Complex architecture may be overkill for simpler agent workflows
Category
Target Audience

Backend developers building autonomous agent systems

Similar To

LangGraph · AutoGen · CrewAI

Post Description

Hello all. My background is in blockchain protocol engineering. The company I was at wound down, which left me with a lot of time, so I'd been pushing frontier models on hard distributed-systems problems and was impressed enough to try building something autonomous end-to-end.. a micro-SaaS factory. A few months in I realized the runtime underneath was more interesting than the product on top of it, so I extracted it. That's Swarm. A lot of the design comes straight from blockchain engineering: I wanted something purely async and event-driven, where state only moves through committed, ordered transitions. The one decision everything hangs on is that the LLM does not run the system. Agents reason in scoped sessions and emit events; deterministic code, never the model, decides what each result changes. I think this enables some interesting workflows. Curious to know what you think of it!

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